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Record W4391207845 · doi:10.5040/9798400689949

NATO and European Security

2003· book· en· W4391207845 on OpenAlexaboutno aff

Bibliographic record

VenueGreenwood Publishing Group Inc. eBooks · 2003
Typebook
Languageen
FieldSocial Sciences
TopicMilitary and Defense Studies
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceComputer securityComputer science

Abstract

fetched live from OpenAlex

<JATS1:p>From the end of the Cold War to the terrorist attacks on the United States in September 2001, the NATO Alliance has changed profoundly. This book explores the multifaceted consequences of NATO's adjustment to new international and domestic political and security realities. Internal Alliance politics and matters of relative power within the membership have strongly influenced recent NATO developments. Several major issues challenging the Alliance are examined, including how the impact of efforts to develop an enhanced common European security and defense policy have affected NATO: whether missile defense is driving the United States and its European allies closer or further apart; how the experience of NATO in the Balkans and elsewhere brought alliance members together or made MATO cohesion more difficult to maintain; and in what way the changing role of NATO has influenced American and Canadian participation in the Alliance. An important guidepost to pivotal changes and likely NATO developments, scholars and policymakers of Atlantic and international politics will find these meditations indispensable.</JATS1:p> <JATS1:p>A number of authors also speculate on the likely changes for the alliance that will ensue in the wake of the September 11 terrorist attacks, and the possibility that NATO will soon modify its mission and responsibilities in reaction to the threat of international terrorism. Indeed many of the same strategies and strains that affected NATO cohesion over the past decade are likely to complicate efforts to maintain Alliance unity as part of the anti-terrorist coalition.</JATS1:p>

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.327
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.022
GPT teacher head0.240
Teacher spread0.218 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations5
Published2003
Admission routes1
Has abstractyes

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